Lease Abstraction Services, AI-Accelerated
Lease abstraction services deliver structured lease data as a done-for-you outcome: you hand over your leases, and you get back clean, verified fields in the format your systems need, without building or staffing the process yourself. We provide AI-accelerated abstraction, pairing custom extraction pipelines with human quality assurance, so you get the speed of automation and the confidence of expert review.
We're a custom AI development and integration agency, so our services differ from traditional outsourcing shops in one important way: the AI does the heavy lifting, humans focus on verification, and, if you want, the pipeline we run for you can later be deployed *into* your own environment. This page is part of our lease abstraction practice. See also AI lease abstraction and lease abstraction software if you'd rather own the tooling.
What our lease abstraction services cover
- Full abstraction of commercial and residential leases into a structured field set you define.
- Amendment reconciliation, base leases plus amendments, side letters, and exhibits, resolved to currently-effective terms.
- Delivery in your format, mapped into your PMS or lease accounting system, or as a clean structured export. platform-specific delivery methods.
- Critical-date extraction so option windows and escalation dates are captured, not buried.
- QA and audit trail, every field carries a confidence score and a link to its source clause, with a record of what humans reviewed.
How AI + human QA works in our service
The engine is the same retrieval-augmented extraction pipeline described in AI lease abstraction, operated as a managed service:
- Ingest and OCR your leases, including scanned and image documents. OCR engine by document quality.
- Extract fields with structured, grounded extraction, no value ships without support in the source text.
- Score confidence on every field.
- Human QA where our reviewers confirm or correct low-confidence fields against the highlighted source, and spot-check high-confidence ones by sampling.
- Deliver verified data into your systems with a full audit trail.
The point of AI here isn't to remove the human, it's to point the human at exactly the fields that need judgment, which is what makes the service both fast and accurate.
How accuracy is assured
- Grounding requirement: the pipeline leaves uncertain fields flagged rather than inventing dates or amounts.
- Confidence-gated review: consequential fields (rent, escalations, options, deposits) get higher review thresholds.
- Field-level QA sampling: even high-confidence output is sampled and checked against a verified standard.
- Audit trail: you can trace any delivered field back to the exact clause and the reviewer who confirmed it.
We calibrate accuracy targets and thresholds with you at the start, on a sample of your real leases, and report field-level results transparently, including weak spots. representative accuracy figures.
Engagement model
| Model | Best for | How it works |
|---|---|---|
| Project / batch | One-time needs (acquisition diligence, portfolio migration) | Fixed batch of leases, defined schema, agreed turnaround |
| Ongoing / managed | Continuous new-lease flow | Rolling intake with SLA on turnaround and accuracy |
| Build-and-transfer | Teams that want to own the pipeline eventually | We run the service, then deploy the pipeline into your environment |
Turnaround
Turnaround depends on lease complexity, volume, and the confidence thresholds you set (higher thresholds mean more human review). AI acceleration shortens per-lease time substantially versus fully manual abstraction, with standardized leases fastest. We agree concrete turnaround targets during scoping against a sample of your leases. representative turnaround figures.
Timeline and process
| Phase | What happens | Typical duration |
|---|---|---|
| Discovery | Define schema, accuracy targets, delivery format, and engagement model | 1 week |
| Pilot | Abstract a representative sample; calibrate confidence thresholds; confirm turnaround and accuracy | 1–3 weeks |
| Production | Ongoing or batch abstraction with human QA and delivery into your systems | Ongoing / per batch |
ROI and outcomes
We're a new company and don't publish client results. These are illustrative industry ranges, not our outcomes:
- Industry benchmarks suggest AI-accelerated services can reduce per-lease turnaround and cost versus fully manual abstraction.
- Typical outsourcing cases weigh service cost against the internal cost and risk of manual in-house abstraction; the balance depends on volume.
FAQ
What do lease abstraction services cost?
Pricing depends on lease complexity, volume, the number of fields, and the confidence/QA level you require. It's typically structured per-lease or as a batch/retainer. We quote against a sample of your real leases in discovery rather than a generic rate. pricing specifics.
What's the turnaround time for lease abstraction?
It depends on complexity and volume and the review thresholds you choose. AI acceleration meaningfully shortens per-lease time versus manual abstraction, and we agree concrete turnaround targets during scoping. representative figures.
How is accuracy assured?
Through grounded extraction (no invented values), confidence scoring on every field, human QA focused on low-confidence and consequential fields, sampling of high-confidence output, and a full source-linked audit trail. Accuracy targets are calibrated on your leases up front and reported transparently.
Do you handle both residential and commercial leases?
Yes. Residential leases are more standardized and process quickly; commercial leases are more complex and are where human QA adds the most value. We define a field schema appropriate to each lease type.
How we work
We scope on your real leases, calibrate accuracy and turnaround before committing, focus human review where the AI is uncertain, and give you a full audit trail for every delivered field. If you later want to bring abstraction in-house, we can transfer the pipeline to your environment. Security posture, principles, not certifications we claim to hold: encryption in transit and at rest, least-privilege access, tenant isolation, full audit logging, and the option to run within your own cloud tenancy so lease documents never leave your control.
Get started
Book a scoping call and we'll quote turnaround and accuracy against a sample of your leases.
Not ready yet? Download the AI Readiness Checklist for Property Managers.